pbpython.com

Website review pbpython.com

Practical Business Python -

 Generated on March 25 2026 03:48 AM

Old data? UPDATE !

The score is 61/100

SEO Content

Title

Practical Business Python -

Length : 27

Perfect, your title contains between 10 and 70 characters.

Description

Length : 0

Very bad. We haven't found meta description on your page. Use this free online meta tags generator to create description.

Keywords

Very bad. We haven't found meta keywords on your page. Use this free online meta tags generator to create keywords.

Og Meta Properties

Good, your page take advantage of Og Properties.

Property Content
image https://pbpython.com/images/pbpython-logo.png

Headings

H1 H2 H3 H4 H5 H6
11 0 0 7 0 0
  • [H1] Practical Business Python
  • [H1] Introduction to Polars
  • [H1] Pandas Groupby Warning
  • [H1] Using Document Properties to Track Your Excel Reports
  • [H1] 16 Reasons to Use VS Code for Developing Jupyter Notebooks
  • [H1] Efficiently Cleaning Text with Pandas
  • [H1] Case Study: Automating Excel File Creation and Distribution with Pandas and Outlook
  • [H1] Pandas DataFrame Visualization Tools
  • [H1] Comprehensive Guide to Grouping and Aggregating with Pandas
  • [H1] Reading Poorly Structured Excel Files with Pandas
  • [H1] Case Study: Processing Historical Weather Pattern Data
  • [H4] Subscribe to the mailing list
  • [H4] Social
  • [H4] Submit a Topic
  • [H4] Popular
  • [H4] Article Roadmap
  • [H4] Feeds
  • [H4] Disclosure

Images

We found 1 images on this web page.

Good, most or all of your images have alt attributes.

Text/HTML Ratio

Ratio : 23%

Good, this page's ratio of text to HTML code is higher than 15, but lower than 25 percent.

Flash

Perfect, no Flash content has been detected on this page.

Iframe

Great, there are no Iframes detected on this page.

URL Rewrite

Good. Your links looks friendly!

Underscores in the URLs

Perfect! No underscores detected in your URLs.

In-page links

We found a total of 31 links including 0 link(s) to files

Anchor Type Juice
Home Internal Passing Juice
Home Internal Passing Juice
About Internal Passing Juice
Resources Internal Passing Juice
Mailing List Internal Passing Juice
Archives Internal Passing Juice
Introduction to Polars Internal Passing Juice
Chris Moffitt Internal Passing Juice
articles Internal Passing Juice
Pandas Groupby Warning Internal Passing Juice
Using Document Properties to Track Your Excel Reports Internal Passing Juice
innovating External Passing Juice
Efficiently Cleaning Text with Pandas Internal Passing Juice
Case Study: Automating Excel File Creation and Distribution with Pandas and Outlook Internal Passing Juice
Pandas DataFrame Visualization Tools Internal Passing Juice
Comprehensive Guide to Grouping and Aggregating with Pandas Internal Passing Juice
Reading Poorly Structured Excel Files with Pandas Internal Passing Juice
Case Study: Processing Historical Weather Pattern Data Internal Passing Juice
2 Internal Passing Juice
3 Internal Passing Juice
4 Internal Passing Juice
5 Internal Passing Juice
6 Internal Passing Juice
7 Internal Passing Juice
8 Internal Passing Juice
9 Internal Passing Juice
10 Internal Passing Juice
mailing list Internal Passing Juice
Pelican External Passing Juice
VoidyBootstrap External Passing Juice
RKI External Passing Juice

SEO Keywords

Keywords Cloud

business more code pandas python how from data analysis chris

Keywords Consistency

Keyword Content Title Keywords Description Headings
code 10
more 10
python 9
pandas 9
from 7

Usability

Url

Domain : pbpython.com

Length : 12

Favicon

Great, your website has a favicon.

Printability

We could not find a Print-Friendly CSS.

Language

Good. Your declared language is en.

Dublin Core

This page does not take advantage of Dublin Core.

Document

Doctype

HTML 5

Encoding

Perfect. Your declared charset is UTF-8.

W3C Validity

Errors : 0

Warnings : 0

Email Privacy

Great no email address has been found in plain text!

Deprecated HTML

Great! We haven't found deprecated HTML tags in your HTML.

Speed Tips

Excellent, your website doesn't use nested tables.
Perfect. No inline css has been found in HTML tags!
Too bad, your website has too many CSS files (more than 4).
Too bad, your website has too many JS files (more than 6).
Perfect, your website takes advantage of gzip.

Mobile

Mobile Optimization

Apple Icon
Meta Viewport Tag
Flash content

Optimization

XML Sitemap

Great, your website has an XML sitemap.

https://pbpython.com/sitemap.xml

Robots.txt

https://pbpython.com/robots.txt

Great, your website has a robots.txt file.

Analytics

Great, your website has an analytics tool.

   Google Analytics

PageSpeed Insights


Device
Categories

Free SEO Testing Tool

Free SEO Testing Tool is a free SEO tool which provides you content analysis of the website.